{"id":"W2601203094","doi":"10.1016/j.clinbiochem.2017.03.022","title":"Laboratory medicine – A hidden treasure in healthcare","year":2017,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto","funders":"","keywords":"Treasure; Medical laboratory; Test (biology); Health care; Healthcare delivery; Medicine; Alternative medicine; Medical physics; Pathology; Political science; History; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002997467,0.0002015128,0.0008693902,0.000029295,0.0001636206,0.00004061436,0.0003655638,0.0005634837,0.0003464968],"category_scores_gemma":[0.02554749,0.0001646443,0.0001791412,0.0001084114,0.000650814,0.0001086445,0.0001083274,0.00112042,0.00008836882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006350619,"about_ca_system_score_gemma":0.0005529132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002098436,"about_ca_topic_score_gemma":0.00007361259,"domain_scores_codex":[0.9972846,0.0001990077,0.001206446,0.0006399507,0.0003414288,0.0003285658],"domain_scores_gemma":[0.9956274,0.001062399,0.0006128842,0.001759531,0.0003311914,0.0006065632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001297238,0.0008306362,0.9458227,0.000404037,0.0001029218,0.0004352217,0.00003195072,2.099224e-8,0.005894234,0.0003360081,0.01400885,0.03083623],"study_design_scores_gemma":[0.01605451,0.001107414,0.8752535,0.001218026,0.0002709762,0.00002424885,0.0002208162,0.00005197055,0.002589409,0.0006125487,0.1020999,0.0004966486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8261252,0.001515512,0.000001947894,0.1651237,0.0004607629,0.0002576513,0.00005128558,0.00006029111,0.006403674],"genre_scores_gemma":[0.9866247,0.0004342096,0.0001902202,0.009527418,0.001786112,0.0000161181,0.00003207937,0.00002296233,0.001366211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604995,"threshold_uncertainty_score":0.9826607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251908388372841,"score_gpt":0.4886740610249734,"score_spread":0.3634832221876892,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}